MétaCan
Menu
Back to cohort
Record W7034421036

Theme and Permutation

2012· article· en· W7034421036 on OpenAlexaboutno aff

Bibliographic record

VenueDigital Commons - RISD (Rhode Island School of Design) · 2012
Typearticle
Languageen
FieldEnvironmental Science
TopicImpact of Light on Environment and Health
Canadian institutionsnot available
Fundersnot available
KeywordsOffset (computer science)Theme (computing)Offset printingCover (algebra)Permutation (music)
DOInot available

Abstract

fetched live from OpenAlex

24 unnumbered pages : illustrations. Limited edition of 100 copies, signed and numbered by the artist. Cover title. "The images were printed on the Heidelberg GTO offset lithographic press at Columbia College Chicago Center for Book and Paper Art by Clifton Meador with the assistance of Marlene MacCallum, Hannah King and Kate Morgan. The text was printed by Marlene on a Canon digital inkjet printer at the sillis lab in Corner Brook, NL. The book was bound by Marlene with assistance from Megan Musseau ... research team consists of Marlene MacCallum, Clifton Meador, Pierre LeBlanc and David Morrish"--Colophon. "[O]ne of four book works inspired by the experience of living in Corner Brook's Townsite area on the west coast of the island of Newfoundland. I photographed in six homes--all the same model as the one I live in ... Theme and Permutation uses digital tools to translate the film sources and prepare the image files. The sixteen plates are then printed to explore the permutational possibilities of offset printing ... Each method of generating images and producing multiples results in a reconsideration of the content and offers varying formats for interaction by the reader"--Page preceding colophon. "Hand sewn pamphlet, images custom-printed in offset lithography on Mohawk Superfine, text printed in inkjet, covers are inkjet printed on translucent Glama"--Artist's website, viewed on November 10, 2011. Cover wrapper consists of two layers of translucent paper, each printed with a portion of the title. Library has copy number 58.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.078
Threshold uncertainty score0.261

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0030.006
Scholarly communication0.0070.006
Open science0.0010.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0780.025

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.028
GPT teacher head0.255
Teacher spread0.227 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2012
Admission routes1
Has abstractyes

Explore more

Same venueDigital Commons - RISD (Rhode Island School of Design)Same topicImpact of Light on Environment and HealthFrench-language works237,207